Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "98"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 98 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 247 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 229 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_396/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 98, Node 7:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 5.520444 6.354295 69.224848 70.608358 21.239670 25.810755 25.080435 27.852072 0.0463 0.0564 0.0104 1.465604 1.979868
2459593 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.635164 17.070893 71.247927 73.984160 30.492311 36.758616 13.604827 10.731100 0.0445 0.0511 0.0082 1.471103 1.887408
2459592 digital_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.541609 1.534860 1.702458 1.561928 0.643082 0.961344 -1.335045 0.243792 0.1012 0.0981 0.0283 nan nan
2459591 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.613436 20.227376 83.472529 85.819617 25.103152 32.253548 2.334907 1.022113 0.0406 0.0458 0.0073 1.438024 1.846206
2459590 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.791818 22.641338 77.571710 80.161925 28.025653 34.244563 2.986563 2.645519 0.0442 0.0524 0.0080 1.285298 1.301545
2459589 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.702872 20.682764 72.310664 74.455209 16.655629 21.660839 18.262702 16.045761 0.0447 0.0527 0.0085 1.369022 1.761388
2459588 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.204916 15.425484 87.735795 90.620437 22.146138 24.516902 14.919864 13.336756 0.0438 0.0511 0.0082 1.400025 1.819539
2459587 digital_maintenance 100.00% - - - 100.00% 0.00% 20.120312 21.613384 116.954736 121.107528 21.959861 22.795395 47.200886 43.215139 nan nan nan 1.461355 1.284804
2459586 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.430458 18.138084 27.938189 28.376297 9.714430 11.292566 5.327706 4.601764 0.0415 0.0486 0.0070 1.278945 1.298750
2459585 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.260229 25.494101 6.497148 6.858187 9.246950 10.094030 2.572804 2.140628 0.0767 0.0809 0.0273 0.000000 0.000000
2459584 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.081297 26.878538 94.772767 97.647631 16.642380 18.622635 42.649517 40.904596 0.0404 0.0459 0.0058 1.673069 2.456629
2459583 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459582 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 296.421733 296.458822 inf inf 11496.919461 11435.559746 6071.319036 6065.089243 nan nan nan 0.000000 0.000000
2459581 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.166767 24.577173 31.671457 31.041260 31.329976 22.450421 5.142633 0.123561 0.0431 0.0490 0.0070 1.392630 1.776052
2459580 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.302295 18.638082 30.770196 31.808040 20.481418 23.562135 0.103728 -0.004277 0.0449 0.0510 0.0075 0.000000 0.000000
2459579 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.247723 18.484018 36.998373 36.188623 23.041063 26.786423 6.543940 1.127011 0.0413 0.0467 0.0061 1.267075 1.308079
2459578 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 1.931163 1.458210 0.250098 0.075857 43.654293 0.444989 10.121515 0.711187 0.0792 0.0617 0.0257 nan nan
2459577 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.256785 23.789844 28.567276 29.043939 20.588191 24.390727 0.469610 0.146577 0.0438 0.0468 0.0048 1.433806 1.764521
2459576 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.195337 18.282625 22.761016 23.395764 18.769339 21.635785 1.086212 0.765306 0.0431 0.0474 0.0059 1.367163 1.779180
2459575 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.309042 18.822244 22.483133 23.151145 15.359249 16.843738 7.317971 6.315262 0.0454 0.0527 0.0068 1.602975 2.148267
2459574 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459573 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459572 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.884369 18.049826 21.708385 22.298718 14.784627 17.651739 5.797548 2.036218 0.0440 0.0482 0.0058 1.461511 1.837683
2459571 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 1.416052 1.158097 0.031832 -0.035577 16.013036 0.096520 4.015687 0.867085 0.0812 0.0886 0.0300 nan nan
2459570 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459569 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.883406 21.114196 29.517244 29.113750 12.705406 10.775659 9.317052 9.095602 0.0459 0.0553 0.0092 1.374355 1.762753
2459566 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.356391 17.385168 28.987744 28.870965 16.116641 21.392822 3.539688 -0.313724 0.0370 0.0398 0.0050 1.419196 1.831758
2459565 digital_maintenance 0.00% - - - 100.00% 0.00% 1.497506 1.497506 1.384981 1.384981 0.646299 0.646299 0.130033 0.130033 nan nan nan 0.000000 0.000000
2459564 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.206365 14.852907 30.326170 30.848621 3.126807 2.293439 2.116268 0.408602 0.0409 0.0467 0.0067 1.401885 1.742586
2459563 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.294064 16.666538 58.008513 58.726702 18.286466 22.005610 11.724932 1.204609 0.0414 0.0473 0.0070 1.300121 1.320324
2459562 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.811857 11.452874 14.957632 15.156085 2.197652 2.668527 1.350500 0.532801 0.0421 0.0471 0.0062 1.337837 1.623086
2459561 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.518915 12.185120 14.260594 14.387492 3.222056 2.878772 3.926457 0.775753 0.0438 0.0501 0.0072 1.326744 1.640822
2459560 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.620012 11.104985 14.627201 14.594593 2.736505 2.867539 1.775031 0.392126 0.0418 0.0464 0.0067 1.406049 1.748573
2459559 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.225681 14.214154 16.041544 16.056378 2.775845 3.190397 1.965628 0.675149 0.0438 0.0509 0.0082 1.328550 1.591030
2459558 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.313460 18.684417 29.748118 30.597679 21.957915 22.930603 2.547476 1.089258 0.0429 0.0479 0.0063 1.445173 1.860858
2459556 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.625260 19.043524 32.270664 33.193430 18.779519 20.703588 5.212531 2.466369 0.0450 0.0502 0.0063 1.362445 1.392135
2459554 digital_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0429 0.0472 0.0058 nan nan
2459553 digital_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0447 0.0518 0.0080 nan nan
2459552 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459551 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.555554 11.111734 17.808290 17.780779 3.648633 4.087930 1.908500 0.714913 0.0424 0.0477 0.0065 1.332890 1.598905
2459550 digital_maintenance - 98.35% 98.35% 0.00% - - nan nan nan nan nan nan nan nan 0.1029 0.0832 0.0221 nan nan
2459549 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.854179 16.853707 33.307361 32.978677 20.414671 22.537157 3.825874 0.703251 0.0424 0.0460 0.0056 1.489640 1.890494
2459542 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.552499 22.408538 67.927530 67.218035 1.252250 1.931522 6.150612 0.721994 0.0413 0.0466 0.0067 1.343799 1.579928
2459541 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.954705 12.292763 33.109912 33.938112 185.943013 179.334459 16.867273 12.615106 0.0447 0.0500 0.0072 1.336914 1.344161
2459540 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.273818 16.601890 14.782731 15.265994 4.727340 5.428767 0.869702 0.746667 0.0433 0.0483 0.0067 1.260000 1.268067
2459536 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459535 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.847948 13.442983 13.811047 14.018297 2.952677 5.878080 0.365829 0.237371 0.0477 0.0528 0.0072 1.291435 1.316329
2459534 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459533 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.398897 20.557622 30.510539 30.894253 17.497148 20.491732 1.361996 1.077844 0.0405 0.0440 0.0050 1.384983 1.713777
2459532 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.288417 23.814703 41.691798 42.015825 20.794164 25.475277 1.455977 0.520169 0.0406 0.0442 0.0047 1.312104 1.331168
2459530 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.968790 11.867255 13.058933 13.132488 3.413259 4.216845 0.807891 0.331581 0.0488 0.0504 0.0056 1.456347 1.835237
2459527 digital_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.903820 28.328591 46.855593 47.608017 42.616981 36.078882 0.603873 0.276496 0.0444 0.0575 0.0119 0.000000 0.000000
2459523 digital_maintenance 100.00% - - - 100.00% 0.00% 25.395876 23.916430 44.353450 44.322607 19.966816 29.701782 2.105116 0.904214 nan nan nan 1.753029 1.813189
2459522 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.792161 24.522168 44.032079 45.532956 11.471283 23.608936 3.345958 1.057527 0.0462 0.0471 0.0059 1.190078 1.226595
2459513 digital_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.783923 1.620695 0.100463 0.008893 2.204168 0.167140 3.545054 0.768215 0.1089 0.1029 0.0338 nan nan
2459508 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.371467 31.383560 34.913753 45.168464 23.902766 15.939405 16.922221 14.891847 0.0492 0.0593 0.0069 0.000000 0.000000
2459505 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.940315 30.550133 40.887857 43.154842 7.494073 9.715013 2.898869 1.421906 0.0459 0.0505 0.0078 1.016138 1.004839
2459503 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.757480 30.469303 73.673825 74.295042 33.388440 33.834679 5.386544 2.505115 0.0423 0.0593 0.0148 0.000000 0.000000
2459501 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.661564 24.370198 48.517964 49.565750 24.098548 27.528856 2.587220 0.679453 0.0972 0.0571 0.0382 0.000000 0.000000
2459500 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.112232 28.292425 59.725169 61.170603 22.913697 27.485224 1.346087 0.876118 0.1146 0.0558 0.0485 0.000000 0.000000
2459499 digital_maintenance 100.00% 27.42% 100.00% 0.00% 100.00% 0.00% 22.310698 30.443984 76.616101 79.010220 22.853203 27.852320 3.216659 11.318266 0.3949 0.0640 0.1545 0.000000 0.000000
2459498 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.485266 26.222432 68.312518 70.553201 20.042784 24.704645 3.651985 4.119545 0.1078 0.0588 0.0403 0.000000 0.000000
2459497 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.786861 29.800890 77.041485 79.768140 25.811783 32.062406 2.415404 3.314095 0.1146 0.0619 0.0448 0.000000 0.000000
2459496 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.062234 31.379951 70.303055 72.381533 22.221530 28.961223 1.525559 1.937957 0.0755 0.0523 0.0186 0.000000 0.000000
2459495 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.205538 25.195585 65.408732 67.301108 18.893642 25.167973 2.960724 2.774738 0.0753 0.0519 0.0181 0.000000 0.000000
2459494 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.213656 27.449586 69.304455 71.806011 22.274014 28.375819 5.674621 5.849939 0.0724 0.0490 0.0189 0.000000 0.000000
2459492 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.035345 28.511494 48.860560 49.380093 21.288861 28.270863 5.147000 5.205443 0.0645 0.0480 0.0124 0.000000 0.000000
2459491 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.423392 27.288975 53.178137 54.259124 29.857675 42.777468 3.430640 12.358336 0.0756 0.0492 0.0227 0.000000 0.000000
2459490 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 30.060332 32.249701 55.776950 56.199326 20.559576 26.201334 4.677964 5.629961 0.0640 0.0473 0.0119 0.000000 0.000000
2459489 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.433489 27.467625 50.354441 51.089283 19.745693 27.762251 4.095404 7.712128 0.0686 0.0490 0.0170 0.000000 0.000000
2459488 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.080602 26.229250 42.068010 42.336951 22.315953 30.203165 6.493208 9.310380 0.0647 0.0478 0.0138 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 98: 2459792

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Temporal Variability 30.382511 13.448773 8.706981 22.533199 15.251531 30.382511 18.290446 -1.361275 -0.695048

Antenna 98: 2459791

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Power 24.941531 15.421275 14.120904 24.941531 17.183905 23.291122 14.526603 -0.391668 -0.835466

Antenna 98: 2459790

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 98: 2459789

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Temporal Discontinuties 10.301455 2.730844 0.754700 0.969985 1.557518 -0.590578 -0.526300 10.301455 1.300985

Antenna 98: 2459788

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Shape 29.502022 29.502022 1.260750 2.686639 1.917332 4.493988 -0.679955 5.635312 0.468612

Antenna 98: 2459787

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Temporal Discontinuties 3.713354 0.351809 2.208990 1.202391 0.101877 -0.735314 -0.852146 0.029267 3.713354

Antenna 98: 2459786

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Temporal Discontinuties 2.398733 1.687261 0.804678 0.219122 1.211108 -1.347906 -0.753963 2.398733 0.580313

Antenna 98: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Temporal Variability 2.536643 2.395575 0.188386 -0.588404 1.072531 2.536643 1.469860 0.223543 -0.203032

Antenna 98: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Shape 16.255100 1.017763 16.255100 1.368967 1.088489 1.458254 0.262203 -0.211006 0.652859

Antenna 98: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Shape 29.826157 29.826157 0.693689 2.477967 -0.832276 1.477312 -1.171258 5.118567 0.059383

Antenna 98: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Shape 27.707506 27.707506 0.543957 3.761938 -0.918551 0.356894 -1.034265 3.908514 -0.205707

Antenna 98: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 2.526469 -0.687222 0.193657 -0.126988 2.526469 0.087740 -1.796223 -0.169404 0.460535

Antenna 98: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Shape 20.147416 20.147416 0.264549 5.229810 -0.697822 5.876180 -0.621645 5.049590 -0.165814

Antenna 98: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Temporal Variability 14.834597 -0.140174 6.558533 -0.854093 4.018662 3.526905 14.834597 -0.097530 0.612856

Antenna 98: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Temporal Variability 12.395985 10.614731 5.075899 0.773600 9.947729 1.782242 12.395985 2.900466 -3.406687

Antenna 98: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Shape 3.007181 2.067471 3.007181 2.360569 0.397383 1.888848 0.518714 -2.325263 1.193208

Antenna 98: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Shape 6.929102 6.929102 1.790716 0.275168 2.315120 -0.212474 1.785754 1.429471 -1.952531

Antenna 98: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Shape 11.949571 11.949571 5.114147 1.374359 7.872583 0.778596 8.549945 2.822483 -2.326340

Antenna 98: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Shape 20.408807 20.408807 5.547607 2.094958 10.024752 2.227880 10.983054 4.276464 -1.748530

Antenna 98: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Power 10.755989 6.071008 7.337001 10.755989 1.383835 10.749287 1.168578 -3.523960 3.107836

Antenna 98: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Temporal Discontinuties 3.172955 2.561285 1.563739 2.549030 0.877909 1.980884 1.457459 -2.442507 3.172955

Antenna 98: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Temporal Discontinuties 2.797626 1.728530 2.129354 0.953142 2.085035 1.529204 2.155827 2.797626 -2.219995

Antenna 98: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 98: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Temporal Variability 5.359177 3.195763 2.996332 5.154571 1.707381 5.359177 2.182673 2.731918 2.394453

Antenna 98: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 98: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 68.322595 25.604191 30.688867 66.464648 68.322595 38.225673 28.786166 19.001124 16.940522

Antenna 98: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 24.249522 11.179558 12.887787 23.551044 24.249522 3.390163 2.882941 4.175460 3.858644

Antenna 98: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 98: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 98: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 32.921112 18.054049 20.170185 31.879259 32.921112 11.168963 8.163263 4.344504 4.022510

Antenna 98: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 28.324382 14.777109 16.719988 27.207709 28.324382 8.837338 5.876954 4.581587 4.291875

Antenna 98: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 98: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 98: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 82.758310 26.645017 28.423007 80.870430 82.758310 27.929871 25.977123 5.398100 4.494255

Antenna 98: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 34.871318 18.704388 21.166667 33.673602 34.871318 7.309319 4.950885 6.303411 5.837369

Antenna 98: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 44.421459 17.574780 19.964076 42.899928 44.421459 11.811985 9.113844 6.881932 6.063259

Antenna 98: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 98: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 Not Found ee Shape 28.174691 26.411200 28.174691 4.444449 5.056616 -0.412229 1.334970 4.333735 5.682760

Antenna 98: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 30.448783 20.327821 17.285633 30.448783 29.327222 5.949240 7.361468 5.404298 11.895767

Antenna 98: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Temporal Discontinuties 24.246283 15.294242 15.622271 2.952519 3.233491 8.314767 0.534690 24.246283 6.415632

Antenna 98: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 123.743033 23.291160 25.115996 121.134574 123.743033 27.109506 25.024077 19.578288 9.303524

Antenna 98: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 16.956694 16.956694 16.685161 4.385428 4.460525 0.691870 1.362948 4.960787 4.016487

Antenna 98: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 33.697911 32.192990 33.697911 5.764781 5.781508 1.454361 3.784528 4.757359 6.525749

Antenna 98: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 98: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 96.010749 19.805937 23.327326 92.459385 96.010749 26.042071 23.177136 9.189882 8.468613

Antenna 98: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 38.658167 15.233147 14.145868 38.658167 37.421430 7.328308 8.257516 5.356863 5.957626

Antenna 98: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 15.598210 15.495118 15.598210 2.798679 2.513096 0.390935 1.172714 4.093535 4.525580

Antenna 98: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 14.198138 13.933671 14.198138 2.747233 2.578435 0.454139 0.615430 3.888440 4.996777

Antenna 98: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 18.510848 18.360311 18.510848 3.375589 2.977756 0.474644 0.269604 4.504498 5.731026

Antenna 98: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 74.385512 26.808961 21.729678 74.385512 71.391589 34.706309 35.674301 5.854823 6.669792

Antenna 98: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 14.231750 14.231750 13.912049 2.705495 2.874858 0.421879 1.098796 5.086472 3.760497

Antenna 98: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 98: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 9.682117 9.353329 9.682117 2.132245 2.063110 0.947940 1.132278 4.951288 6.064351

Antenna 98: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 13.549726 13.457712 13.549726 2.833026 2.596690 1.528009 2.590778 5.406106 6.643208

Antenna 98: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 11.244405 10.938409 11.244405 2.381841 2.168420 0.546585 1.198554 2.747691 3.462762

Antenna 98: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 101.797930 30.001803 32.745516 99.807829 101.797930 23.054085 21.045676 15.020114 13.160971

Antenna 98: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 9.948740 9.948740 9.623417 2.712148 2.859240 0.617151 -0.296472 2.296258 1.508303

Antenna 98: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 10.884619 10.673450 10.884619 2.238908 2.029466 -0.244686 2.673969 3.955939 4.561346

Antenna 98: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 12.256115 12.256115 12.189488 2.839426 3.262943 4.149006 1.186697 6.540050 4.981256

Antenna 98: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 12.010926 12.010926 12.002999 2.074274 2.389089 1.704146 0.282534 5.708449 4.243326

Antenna 98: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 11.021633 11.021633 10.877093 2.059691 2.265391 0.911389 1.101877 6.397521 5.234497

Antenna 98: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 96.053868 23.278958 25.713444 93.452523 96.053868 27.265360 24.574240 13.624400 12.080081

Antenna 98: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 13.939935 13.842004 13.939935 2.817560 2.582124 0.756826 2.042874 4.598171 5.588603

Antenna 98: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 143.201389 23.308842 22.247599 143.201389 141.020161 53.009639 54.419686 115.650341 131.649891

Antenna 98: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 3.083747 2.744597 3.083747 0.798588 0.756171 0.455282 0.677403 1.441965 1.972698

Antenna 98: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 2.736789 2.465832 2.736789 0.688341 0.724679 0.315381 0.283772 1.469526 2.091604

Antenna 98: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 101.979084 21.673679 24.232087 99.004025 101.979084 27.364033 24.877439 19.304990 17.519935

Antenna 98: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Temporal Discontinuties 1.135385 -0.197521 -0.001305 0.710943 0.685689 0.509565 0.655699 0.552327 1.135385

Antenna 98: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 2.102985 1.817762 2.102985 0.517587 0.589140 0.631338 0.730408 1.308678 1.980681

Antenna 98: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape 11.664667 11.660469 11.664667 3.748150 3.480046 0.344988 1.093208 4.908312 5.434886

Antenna 98: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Shape 10.293668 10.293668 10.049038 5.444763 4.971796 2.483714 2.207922 2.669256 3.530094

Antenna 98: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 57.172927 19.253808 24.336933 54.636129 57.172927 8.353446 11.132103 6.213985 5.169885

Antenna 98: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 31.136837 23.262333 18.674875 31.136837 29.891329 11.594894 8.349539 3.778680 4.658649

Antenna 98: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 98: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 0.000000 -0.017071 -0.017071 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000

Antenna 98: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Power -0.161366 -0.210417 -0.210417 -0.161366 -0.161366 -0.330227 -0.330227 -0.393467 -0.393467

Antenna 98: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance nn Power 64.884072 28.781684 25.748891 64.884072 63.177285 18.740042 19.838491 5.340729 5.936421

Antenna 98: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Power 62.771582 15.014090 17.958819 60.280724 62.771582 21.813922 15.612353 22.099912 19.497285

Antenna 98: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Power 33.868519 13.399815 14.478527 32.522163 33.868519 8.277679 7.641860 9.092123 10.351387

Antenna 98: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Power 59.079034 18.043034 21.518114 56.195950 59.079034 9.753137 8.094587 8.459990 6.706300

Antenna 98: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Power 62.726626 18.414393 20.591720 60.334793 62.726626 15.138789 11.567999 11.393071 9.387357

Antenna 98: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 98: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 98: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Power 56.195996 17.111419 15.993652 56.195996 54.614170 3.888668 3.746445 6.587314 6.886349

Antenna 98: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Power 41.981117 19.692363 17.258298 41.981117 40.803512 9.676797 12.059959 0.357141 0.450580

Antenna 98: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Power 41.111517 21.770982 19.584525 41.111517 40.051283 9.620265 12.272204 0.786958 1.002238

Antenna 98: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Power 51.874464 19.131703 21.659391 50.202312 51.874464 7.677984 6.184572 0.988805 0.508881

Antenna 98: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Power 62.268977 24.620367 21.063797 62.268977 59.792566 18.543718 17.525345 3.980738 4.534832

Antenna 98: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Power 51.791158 19.355978 22.632476 49.859637 51.791158 24.309894 22.439443 3.873634 3.478100

Antenna 98: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Power 53.759248 24.587574 21.034134 53.759248 51.609751 15.142488 16.124786 2.983296 3.327603

Antenna 98: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Power 73.153232 24.578375 27.707100 70.865176 73.153232 29.839438 30.296012 5.967137 4.998255

Antenna 98: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Power 53.814126 20.822265 18.238070 53.814126 51.544181 10.047951 11.215166 0.861278 1.335374

Antenna 98: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Power 54.851066 27.503040 25.280565 54.851066 53.053941 36.419136 33.056787 7.156945 5.994245

Antenna 98: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 98: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Shape 12.432316 12.432316 11.537943 3.586178 3.018191 1.115076 1.231882 5.808048 6.139719

Antenna 98: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Power 74.836123 20.284324 22.645376 72.270683 74.836123 32.572603 31.923748 34.813497 28.418333

Antenna 98: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Power 55.780784 21.658214 24.553733 53.754012 55.780784 15.511073 18.697509 9.792725 9.435020

Antenna 98: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Power 21.503716 -0.016933 0.806324 19.963864 21.503716 3.690183 1.744378 2.164908 0.842257

Antenna 98: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Power 108.659477 29.375375 26.584269 108.659477 105.388040 53.922056 53.871775 7.438674 9.051412

Antenna 98: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 7 digital_maintenance nn Shape 13.142182 12.101424 13.142182 2.329617 2.847776 6.285009 1.551435 6.809055 5.265758